{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fdf873a8c90>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 406.1x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(100)\n",
    "y = np.random.rand(100)\n",
    "df = pd.DataFrame({'x':x, 'y':y})\n",
    "sns.relplot(data=df, kind='scatter')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"x\", y=\"y\", kind=\"line\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 箱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randint(20, size=(10, 4))\n",
    "df = pd.DataFrame(data, columns=['one','two','three','four'])\n",
    "sns.catplot(kind=\"box\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(kind=\"bar\", data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 点线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SgINpF7FsYwq+Psk2P9T9Ki834w/Jqai4ush+oK87XpkXax76ovYxcG1MRJAn/vuXcVjwkzY/V1r1+PgbU5ufzHy2+aHuUVbdhKTkVGjrWgAAof1Nc8l7u9lPG/PuxsC1QUqlAuOi/bH6qdG4Pz4YDqprbX7e25mBdTsyUFbdJHOVZE9KKxuRlJyK2gbT9MTwwD5YMieGHatvE0+a2TAXJwc8es+1Nj9peaY2P6cLqnG2qAYJsYGYNnYA3Njmh7qgsKwe725PR1OLaUnRISFeeH7mCDj1sq3Lz60Bj3DtgJ+XK56bOQJL5mgQ4Hutzc/XP5Ri2cYUHExjmx/qnLwLl7F2W5o5bEcM8sELjzJsO4uBa0eiBnjj9QV34LH7Isxf9Rqb27B5bw5e/9sJZBdx+UzquLNFNfjj9nQ0t5rWTImL9MVvHx4ORweGbWcxcO2MSqlEQmwgVj81CvfGXWvzc6GqCWu2pWP9rtOoZJsfuoXMfC3e25kJXZtp5svoof3w1HT7b2Pe3TiGa6fcnB0x794ITNAEYNuBPPN17qm5VcjM1+K+O4Lx4OgQuDjxV4Cu98O5Smz8/AwMV4eh7tb44xeTIntMZ93uxI8rO+evdsOLszR44dER6OftCgDQGyT8O6UYr25KwXeZl9jmh8yOnSnHhs+uhe3EuCA8zrC1GB7e9BAjBqkRNcAbB05dwGdHitDcqkddkw5/+/c5HEi9iHn3hiM80FPuMklGh9Mv4h9f5eDHj98pd4XgoXEDe1xn3e7EI9wexEGlxH13BmP1U6MwQeOPH/+OissbsHpLKjZ8loXqq5PaqWf5+mQp/v6TsH14/EA8PH4Qw9bCeITbA/V27YXHJw/GPVeXgTxXYmrzcyK7Eul5WkyOD8b9o0Jsrs0Pdc6eY0X45HCB+f6cxHDcd0eQfAXZMR7h9mBBfu54aW4Mnn3oJ21+9EZ8fqQIr25KQcrZci4DacckScKubwvMYasA8PjkSIZtN2Lg9nAKhQIjI01tfmbePdA8ob22oRWbPj+L1VtSUVjGNj/2RpIkbD9wHl8cLQIAKBTAk1OiMEETIG9hdo6BSwBMbX4eHD0AqxeNwpjh19r8nL9Yhzf//gP+94uzuMw2P3bBKEnYvC8X+06WAgBUSgV+M30YRv+kvRN1DwYuXcfT3QlPPBiF//5l3HU9qY5klWPZphTsOVaENr1BvgKpSwxGUxvzQ2kXAZhOpD778HDEDfa7xTPJEhi4dEOh/Xtj2WOxWDTtWpufVp0BnxwuwO//ehyncirN47s19S240mq61l6nN3Lc10rpDUZs/PwsjmaVAwB6OSqx+NER0ISpZa6s5+AsBbophUKBUVH9EBPuiy9TivHV8RLo9EZo61rwwadZiAz2hLeHE1LOVuDHjK1taMXbm0/h2YeGc1FqK9KmN+Avu88g/bxpRTnnXiq88Gg0IoI491okHuHSLTk5mtr8rFo0CvFRfc2P55RcxrEz18L2RwWX6vGnnRlcocxKtLYZ8Od/ZprD1s3ZAS/NjWHYyoCBSx3m3dsZT00bimWPxSK4b/vNK0sqG5FVyO4Tcmtu1WPd9nScKaoFAHi4OuLlebEI7d9b5sp6JgYu3bbwQE88Pinylj93Koft3OXU2NyGtdvSkXuhDgDg6d4LS+fHIoidnmXDMVzqlI4s0/ddZhlySy9DE65GTLgvwgL6QKnkpaIi1Dfp8Mft6SitbAQA+PR2xktzNfDzcpW5sp6NgUudEujrDu/eTqipb39ubkVtM/aeKMXeE6Vwd3FE9CAfaMLVGBrqDede/PXrDrUNrVi7LQ1l1abOun29XPDS3Bh493aWuTLibzx1ilKpwPSxofjbv8/dcHugrxv6ersiq7AGrTrTvN3G5jYcySrHkaxyOKiUiBrgBU24GpowNTzdOaPBErR1zVj7cbp5kfkAtRuWzNGgD/evVWDgUqeNG+EPvUHCp98WoLG5zfz46KH98ItJEXDu5YA2vRHnSmqRnqdF+nmtueur3mBEZn41MvOr8Q/kILR/b8SEqxETroa/2o2rVHVCRc0VrNmWZv7WEdzXHf81WwMPV7YxtxYMXOqSe2ICMHZ4PyzdmILahlao+zhj4dQo83ZHByWGD/TB8IE+eOy+CBRXNCAtV4u0PC0uVDWaf66wrB6FZfXY9W0BfD2dERPuC02YGuFBfaBS8tzurVysasTabemoa9IBAAb598bvZkXDlR2brQoDl7rM0UGFXg6mUFS1c1JMoVBgQL/eGNCvNx4aPxDay81IO69Fep4WuaWXzV0Gqi63YN/JUuw7WQo3ZweMGOSDmHBfDA31ZkugGygub8Aft6ebv2UMDvbEczNHcF9ZIf6LkGzUni6YGBeEiXFBaGppw+mCaqTnaXG6oNrcKbapRY9jZypw7EwFHFQKDA7xMh/98ko2IP9SHdZtzzBfWj0s1BvPPjycaxlbKQYuWQU3Z0eMiuqHUVH9oDcYkVNyGWl5VUg/rzWPSeoNErIKapBVUIPNe3MwoJ8HYsLV0IT7ItC354375pTU4r1/ZppPSsaEq/H09GFwdOAQjLVi4JLVcVApMTTUG0NDvTF/YgRKKhqRfl6LtLwqlFRcG/ctKm9AUXkDPv2uEOo+ztCEmU66hQd52n0776yCaqzfdRo6vamN+Z1D/PDklCi7f9+2joFLVk2hUCCknwdC+nlg+thQVNe1IP28Ful5VThXcm3cV1vXgv2nLmD/qQtwdTKN+2rC1Rg+0MfuxjLTcqvwl8+yoDeY3vvYEf3xq8mDeVGJDbCv30Syez59nJE4MhCJIwNxpUWPrMJqpOVpkZlfjear45hXWvVIOVuBlLMVUClN474/Hv3a+uT/E9kV2PT5WXNr+8TYQMydGM425jaCgUs2y9XZAXcO6Ys7h/SF3mBEbullpOeZppxV15u6DxuMEs4U1uBMYQ2Sv85FcF93xIT7IiZcjSA/d5sa9/0+swx/+zLbvDrb/fHBeGQCO+vaEgYu2QXTlWveiBrgjbn3huNCVRPS8qqQlqdFcXmD+edKKhpRUtGIz74vhE9vJ2jCfKEJVyMy2LrHfQ+kXsCWfbnm+zPGhmLqmAEMWxvDwCW7o1AoEOTnjiA/d0wbE4qa+hZknNci7bwW54przWOf1fWt+Cb1Ar5JvQAXJxWGDzSN+44Y6GNVFwx8dbwEOw6eN9+fdU8YJscHy1gRdRYDl+yed29n3BMbiHtiA9HcqseZwhqk5VUhM78aTS2mcd/mVgNOZFfiRHYlVEoFIoI8r045U0Pdx0WWuiVJwr+OFGH394Xmx+ZPjEDiyEBZ6qGuY+BSj+Li5IC4wX6IG+wHg9GIvNI6pOWZppxp666N+2YX1yK7uBZb9+chyM/dHL4hfT2EfI2XJAn/PJSPL4+XAAAUAH51/2CMi/bv9v83dR8GLvVYKqUSg0O8MDjEC3MSw3BR22Q+6VZYVm/+udLKRpRWNuLzI0Xw8nAyz3iIDPbqlosMjJKEj7/OwzepFwAASoUCT04dglFRbGNu6xi4RDCN+wb6uiPQ1x1T7hqAy42tV+f7anG2qBZ6g+kCg9qGVhxMu4iDaRfh3EuFYQN9EBOuxohBPnCzwLiv0Sjh71+dw3eZZQAAB5UCT08fhtgI3y6/NsmPgUt0A57uTpigCcAETQBadKZx3/Q8LTLyq82LxLToDPjhXCV+OFcJpUKBiKA+0FydcubrefvjvnqDER/tyUbK2QoAppXWnnt4OIYN9LHoeyP5MHCJbsG5lwNGRvphZKRp3Df/Yr15ylllrWmhb6Mk4VzJZZwruYxt3+Qh0NfN3FoopJ/Hzy5MaG7VI+VMuXk5xdY2AzZ8loXUXFNnXSdHFRY/MgKDQ7zEvlnqVgxcotugUioREeSJiCBPzLonDGXVV8yL7BRcrMePLTMvVDXhQlUTvjhaDE/3XtCEmU66DQnxwkVtE9btyEDDlWuLtl9u1JnD1sXJAS/OisaggD4yvEPqTgxcok5SKBTwV7vBX+2GB0cPQF1jKzLyTUtMnimqQdvVhWUuN+pwKP0SDqVfgpOjEgajZJ4L/J8cHZR4eW4MQvp5iHwrNuXHXni22BPP9iomslJ93J0wPtof46P90aoz4GxRDdLytMjI15qPZlvbjLd8nb7e8sz7tRUzxoVi74kSTLrT9i7+YOASdQOnXirERPgiJsIXRqOE/Eum+b7fpl8yLxZ+I216IypqmnmE247oMDWiw9Ryl9EpDFyibqZUKhAe6InwQE84qBT44mhxuz/v7MRuDfbKelfrILJDcZF+7W4P6esBv05MKSPb0OXAPXjwIGbMmIHp06dj6tSp2LdvnyXqIrJLwX09MG5E/xtuUykVmJUQxhXA7FiXhhQkScLLL7+M5ORkRERE4Ny5c5g7dy7uvfdeKNnamuiGfjl5MHw9XbD/1AXUX52H66hS4sXZ0YgM5rxbe9blVFQqlWhoMK032tDQAD8/P4YtUTuUSgWm3DUAf3z2Lqj7mDpQePd2Ytj2AF06wlUoFHjvvffwzDPPwNXVFU1NTdi4caOlaiOyayqlEir2IetRuhS4er0eGzduxIcffoiRI0fi1KlT+N3vfoc9e/bAzc2tQ6/h4+PelRK6herqyv8qlRK+vpye0xHcZ53D/dazdClws7OzUVlZiZEjRwIARo4cCRcXF+Tn52PEiBEdeo3q6kYYjTe+6kYuhqsrQxkMRlRVNdzipwngPuss7jf7094HZ5cGW/v164fy8nIUFBQAAPLz86HVahEcbHtXgBARdbcuHeH6+vri9ddfx+LFi81TWVavXg1PT0+LFEdEZE+6fKXZtGnTMG3aNEvUQkRk1zh/i4hIEAYuEZEgDFwiIkEYuEREgjBwiYgEYeASEQnCwCUiEoSBS0QkCAOXiEgQBi4RkSAMXCIiQRi4RESCMHCJiARh4BIRCcLAJSIShIFLRCQIA5eISBAGLhGRIAxcIiJBGLhERIIwcImIBGHgEhEJwsAlIhKEgUtEJAgDl4hIEAYuEZEgDFwiIkEYuEREgjBwiYgEYeASEQnCwCUiEoSBS0QkCAOXiEgQBi4RkSAMXCIiQRi4RESCMHBvwLmXw3W3RESWwMC9gRnjQjE42BMzxoXKXQoR2REewt1AdJga0WFqucsgIjvDI1wiIkEYuEREgjBwiYgEYeASEQnCwCUiEoSBS0QkCAOXiEgQBi4RkSAMXCIiQRi4RESCMHCJiARh4BIRCdLlxWtaW1uxatUqHDt2DE5OTtBoNHjzzTctURsRkV3pcuCuWbMGTk5O2Lt3LxQKBbRarSXqIiKyO10K3KamJuzevRuHDx+GQqEAAKjVXNaQiOhGuhS4paWl8PT0xPr163H8+HG4ublh8eLFiIuL6/Br+Pi4d6UEshIqldJ86+vrIXM1toP7rWfpUuDq9XqUlpYiKioKr7zyCjIyMvD000/j66+/hrt7x4K0uroRRqPUlTLIChgMRvNtVVWDzNXYDu43+9PeB2eXZin4+/vDwcEBU6ZMAQBER0fDy8sLhYWFXXlZIiK71KXA9fb2Rnx8PI4cOQIAKCwsRHV1NUJCQixSHBGRPenyLIWVK1fi1VdfRVJSEhwcHPDOO++gd+/elqiNiMiudDlwg4KCsHnzZkvUQkRk13ilGRGRIAxcIiJBGLhERIIwcImIBGHgEhEJwsAlIhKEgUtEJAgDl4hIEAYuEZEgDFwiIkEYuEREgjBwiYgEYeASEQnCwCUiEoSBS0QkCAOXLMK5l8N1t0T0cwxcsogZ40IxONgTM8aFyl0KkdXi4QhZRHSYGtFharnLILJqPMIlIhKEgUtEJAgDl4hIEAYuEZEgDFwiIkEYuEREgjBwiYgEYeASEQnCwCUiEoSBS0QkCAOXiEgQBi4RkSAMXCIiQRi4RESCMHCJiARh4BIRCcLAJSIShIFLRCQIA5dIRmy+2bMwcIlkxOabPYtCkiRJzgKqqxthNMpaAhGRxfj6etx0G49wiYgEYeASEQnCwCUiEoSBS0QkCAOXiEgQBi4RkSAMXCIiQRi4RESCMHCJiARh4BIRCSL7ihlKpULuEoiIhJB9LQUiop6CQwpERIIwcImIBGHgEhEJwsAlIhKEgUtEJAgDlyFP8YUAAAXNSURBVIhIEAYuEZEgDFwiIkEYuEREgjBwqUPef/996HQ6ucuwaj/dR0uXLsWWLVtkrsg27d+/H/fffz9mzJiBgoICucuxKAYudcj69evR1tYmdxlWrTP7SK/Xd1M1tmvbtm14/vnnsXv3bgwcOLDLr2cwGCxQlWX0yLUUvv32W7z77rswGAzw9vbGG2+8gfLycqxatQrR0dFIS0uDQqHAunXrMGjQIADAp59+iq1bt8JgMMDd3R2vv/66RX4ZbMHKlSuxdetWREREoKWlBRcvXsTp06ehUqnwwAMPID4+HitWrEBmZiZWrVqFbdu2QavVYsWKFSgpKQEAPPHEE5gxY4bM76T7/HQfKZVKBAQEQK1Wo6ioCOXl5dBoNEhKSoJCocDSpUvh5uaGoqIi1NbWYteuXcjIyMDatWvR1NQEAHj++ecxYcIEAMDhw4fxl7/8BTqdDo6Ojli2bBk0Go2M77b7rFq1Cjt37oS3tzf8/f2xcOHCn/2thoSEYNeuXTh06BD+/Oc/A8B193ft2oU9e/bA29sb+fn5ePvttzFkyBCZ39lVUg+j1Wql+Ph4KS8vT5IkSdqxY4f0yCOPSCkpKVJUVJR05swZSZIk6cMPP5RefPFFSZIk6eTJk9LChQul1tZWSZIk6dChQ9Ls2bPleQMyiYiIkBobGyVJkqQ5c+ZIaWlpUkVFhfTQQw9JU6dOlSRJkjZs2CCtW7dOkiRJWrx4sfm/KyoqpDFjxkg5OTnyFC/IT/fRK6+8Is2ZM0dqaWmRWltbpQceeED6/vvvzdseeughqampSZIkSaqrq5OmT58uVVRUSJJk2l/jxo2T6urqpOLiYmnWrFlSQ0ODJEmSlJubK919993i35xAjz32mHTgwIGb/q1KkiR98skn0nPPPWd+zk/vf/LJJ5JGo5GKi4vFF38Lsi/PKFpGRgYGDx6MsLAwAMDMmTOxcuVKNDU1ITQ0FFFRUQAAjUaDgwcPAgAOHDiAc+fO4dFHHwUASJKE+vp6ed6AFRg1ahSOHj0Kf39/JCQk4Pjx4ygvL8fRo0fxzDPPAACOHTuGpUuXAgD8/Pxw99134/jx44iIiJCzdKHuvfdeODk5AQCioqJQUlKCMWPGAAAmT54MV1dXAEBaWhouXLiAhQsXmp+rUChQXFyMzMxMlJSUYP78+eZter0eWq0WarVa4LsR72Z/q42Njbd8bmxsLIKDg7u7xNvW4wJXkiQoFDdeg7dXr17m/1YqlebxNUmSMHPmTCxevFhIjdZu9OjReP/99xEQEIBHHnkECoUChw4dQnZ2NmJiYsw/95/7+Wb73V79GLYAoFKprhtL/DFsAdPvV2RkJJKTk3/2GpmZmRg3bhzeeeed7i3WCrX3t6pSqWA0Gs33W1tbr9vu5ubWrbV1Vo87aRYTE4Ps7Gzk5+cDMI3NRkVFtfsPlJCQgM8++wzl5eUATIPwWVlZQuq1Fm5ubuYjC41Gg5ycHKSlpSE6Ohp33XUXNm3ahKFDh5o/tEaPHo3t27cDAKqqqnD48GHEx8fLVr8IP91HtyMmJgbFxcVISUkxP5aZmQlJkjBmzBh89913yMvLu25bT3Czv1V3d3cEBwcjJycHOp0OOp0Oe/fulbnajulxR7je3t545513sGTJEuj1enh7e2PNmjXmML2RO+64Ay+88AJ+85vfwGAwoK2tDZMnT8awYcMEVi6vX//613j88cfh7OyMzZs3Y/jw4VCpVHB0dMTw4cNRV1eHUaNGmX9++fLleO211zB16lQAwJIlSxAeHi5X+UL8dB8FBAR0+Hl9+vTBhx9+iDVr1mDVqlVoa2tDUFAQNmzYgAEDBmDNmjX4/e9/j5aWFrS1tSE2NhYjRozoxndiHW72twqYwnj06NGYMmUKAgMDMWjQIFRVVclc8a31yFkKRERy6HFDCkREcmHgEhEJwsAlIhKEgUtEJAgDl4hIEAYuEZEgDFwiIkEYuEREgvw/aYXpg9z4acIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(kind=\"point\", data=df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdf86cf4250>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = np.random.rand(666)\n",
    "s = pd.Series(a)\n",
    "sns.distplot(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdf861b6750>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(s, kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdf86133790>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(s, hist=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
